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Extreme Event Behavior, Forecast Deviations:For all model predictions, visualizations comparing predicted, actual returns reveal several large, abrupt deviations that none of the evaluated models adequately capture, reflecting ex- · 2021

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Liquid Neural Network Models for Natural Gas Spot Price Time-Series Forecasting

cs.LG · 2026-04-24 · unverdicted · novelty 3.0

Liquid Neural Networks are applied to forecast Henry Hub natural gas spot prices, using their dynamic state updates to address nonstationary market behavior.

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Liquid Neural Network Models for Natural Gas Spot Price Time-Series Forecasting cs.LG · 2026-04-24 · unverdicted · none · ref 11
Liquid Neural Networks are applied to forecast Henry Hub natural gas spot prices, using their dynamic state updates to address nonstationary market behavior.

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